While elevated plasma adiponectin was associated with an increased risk of heart failure, atrial fibrillation, aortic valve stenosis, and myocardial infarction in observational analyses, genetic one- and two-sample Mendelian randomization analyses could not support causality for these associations. The gene discussed is ADIPOQ; the disease is heart failure.